MCP Server Quality Scores
Independent quality analysis of 57357 public MCP servers
Last updated 1 hour, 42 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 55001 |
fillout-mcp-server
Claim
Enables form management, response handling, and analytics via the Fillout.io AP…
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| 55002 |
BugForge MCP Server
Claim
Enables transforming raw bug notes into structured defect reports (Summary, Ste…
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| 55003 |
auseklis
Claim
Astrology MCP server that computes natal charts, transits, synastry, progressio…
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| 55004 |
db-mcp
Claim
A secure MCP server for connecting AI assistants to MySQL, Redis, and MongoDB w…
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| 55005 |
ietf-imap-mcp
Claim
Enables searching, paging through, and reading IETF mailing-list archives via I…
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| 55006 |
blpapi-mcp
Claim
Enables access to Bloomberg financial data via MCP, requiring a Bloomberg Termi…
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| 55007 |
kaggle-mcp
Claim
A Model Context Protocol server that provides tools to interact with Kaggle API…
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| 55008 |
OpenAPI MCP Server
Claim
Dynamically creates an MCP server from any OpenAPI schema, enabling seamless in…
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| 55009 |
Cloudways MCP Server
Claim
Enables managing Cloudways servers, applications, backups, SSL, environment var…
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| 55010 |
AI Blog MCP Agent
Claim
A local AI-powered research agent that searches the web, fetches real content, …
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| 55011 |
quick-tts-mcp
Claim
Provides text-to-speech functionality using OpenAI's TTS API, enabling text-to-…
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| 55012 |
mcp-watchmode
Claim
Provides streaming availability data across 200+ services, including title sear…
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| 55013 |
Enables interaction with Braze customer engagement platform through a standardi…
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| 55014 |
Canvas Poke MCP
Claim
Connects Canvas LMS to Poke for proactive text reminders about upcoming assignm…
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| 55015 |
Soundiiz MCP
Claim
An MCP server for Soundiiz that lets AI assistants inspect sync jobs and SmartL…
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| 55016 |
Peru vehicle auction catalog and AVT market valuations for VMC Subastas
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| 55017 |
Social Perks
Claim
Agent-native marketing platform: create campaigns, submit proofs, review submis…
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| 55018 |
Enables solving math, physics, chemistry and other subject problems from images…
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| 55019 |
Remote Server MCP
Claim
A security-first MCP server that gives AI assistants controlled, safe access to…
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| 55020 |
TalkDB
Claim
Enables natural language querying of databases with multi-turn conversations, a…
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| 55021 |
internal-swagger-mcp
Claim
Enables AI agents to search and retrieve API documentation from an internal Swa…
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| 55022 |
Qlik MCP Server
Claim
A comprehensive MCP server that provides complete access to Qlik Sense applicat…
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| 55023 |
P4 Plan MCP Server
Claim
Enables AI assistants to interact with P4 Plan project management data via Grap…
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| 55024 |
mcp-github-server
Claim
A production-grade MCP server providing 18 tools for comprehensive GitHub inter…
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| 55025 |
algorithmaide-mcp
Claim
An MCP server for real-device Android reversing workflows, wrapping AlgorithmAi…
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| 55026 |
Enables controlling smart home devices like lights, fans, air conditioners, and…
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| 55027 |
An AI-powered deep research agent that automates the full research pipeline fro…
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| 55028 |
A LangGraph-powered MCP server for infrastructure orchestration with autonomous…
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| 55029 |
unity-mcp
Claim
The first Model Context Protocol server for Unity projects. It gives AI assista…
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| 55030 |
Enables comprehensive financial analysis including structured products, portfol…
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| 55031 |
TrainingPeaks MCP Server
Claim
A Model Context Protocol server for TrainingPeaks with an analytics focus — ena…
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| 55032 |
Narrarium MCP Server
Claim
Enables local-first book writing with AI assistance, allowing users to scaffold…
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| 55033 |
Kiprio MCP
Claim
23 developer & data API tools for AI agents - IP/DNS/WHOIS/SSL lookups, web scr…
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| 55034 |
Pinpole MCP Server
Claim
Enables AI agents to design cloud architectures, run cost/performance simulatio…
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| 55035 |
Live operational + integration registry for Bittensor subnets: APIs, schemas, h…
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| 55036 |
JobSpy MCP Server
Claim
Enables AI assistants to search for jobs across multiple platforms (Indeed, Lin…
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| 55037 |
Akamai Cloud MCP Server
Claim
A read-only MCP server for Akamai Cloud (Linode) that lets users ask plain-lang…
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| 55038 |
Search and retrieve transcripts from 488 episodes of the Big Technology Podcast…
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| 55039 |
Maya MCP
Claim
A local Model Context Protocol server for controlling Autodesk Maya, providing …
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| 55040 |
buildin-mcp
Claim
Enables LLMs to interact with Buildin.ai workspaces, providing tools to manage …
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| 55041 |
Query Swedish financial regulation data — regulations, decisions, and requireme…
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| 55042 |
Enables flight search, airport information lookup, and price comparison through…
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| 55043 |
figma-mcp-server
Claim
Enables Claude AI to extract design information from Figma files and create or …
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| 55044 |
netease-mcp
Claim
MCP server that enables AI assistants to search and retrieve music data (songs,…
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| 55045 |
Apidog Sync MCP Server
Claim
MCP server for reading, writing, and organizing API documentation in Apidog.
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| 55046 |
Librarian MCP
Claim
A Model Context Protocol server providing pre-curated canonical memory, prose/c…
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| 55047 |
flow-mcp
Claim
A minimal MCP server that provides business control primitives (finish, pause, …
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| 55048 |
Easy MCP RAG
Claim
An MCP server for RAG using Qdrant that automatically indexes documents from di…
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| 55049 |
Recall MCP Server
Claim
Enables interaction with Recall services for blockchain storage operations, inc…
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| 55050 |
albumentations-mcp
Claim
Enables natural language image augmentation via the MCP protocol, using Albumen…
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